Bibliographic record
Abstract
Where the subscrip on price includes print issues and delivery is to the recipient's address, delivery terms are Delivered at Place (DAP); the recipient is responsible for paying any import duty or taxes.Title to all issues transfers FOB our shipping point, freight prepaid.We will endeavour to fulfi l claims for missing or damaged copies within six months of publica on, within our reasonable discre on and subject to availability. Informa on for subscribersHigher Educa on Quarterly is published in four issues per year.Subscrip on prices for 2019 are: £639 (UK), €809 (Europe), $1292 (US, Canada & Mexico), $1504 (Rest of World).Prices are exclusive of tax.Asia-Pacifi c GST, Canadian GST/HST and European VAT will be applied at the appropriate rates.For more informa on on current tax rates, please go to www.wileyonlinelibrary.com/tax-vat.The price includes online access to the current and all online backfi les to January 1 st 2015, where available.For other pricing op ons, including access informa on and terms and condi ons, please visit www.wileyonlinelibrary.com/access.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.009 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.005 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.008 | 0.005 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.884 | 0.886 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".